应用场景 应用场景 面向软件的决策形状目录（非聊天机器人）。每张卡片含适用对象、步骤、预期效果与可点来源。指标标为作者自报或 cookbook 自报；请在你的数据上校准阈值。 开始指南 动手配方 55 个应用场景收集自 typesafe.ai 与 X 社区应用场景大纲，按你的数据改编指标标为作者自报 / cookbook 自报
Agents ✦ 73 · outline Independent worker supervisor 适用：Multi-agent runners。效果：Architecture experiment — label as such 查看提示词 →
Agents ✦ 72 · outline NL → typed function args 适用：Tooling / trading demos。效果：Confidence-aware tool binding 查看提示词 →
Agents ✦ 77 · outline Skill suggestion (large catalog) 适用：Agent platforms。效果：At most one skill line 查看提示词 →
Agents ✦ 76 · outline Staged code review routing 适用：Devtools。效果：Structured review without one giant prompt 查看提示词 →
Agents ✦ 74 · outline Tool-result context sieve 适用：Long sessions。效果：Less junk in window (sibling to compaction) 查看提示词 →
Automation ✦ 57 · outline Home automation intent 适用：HA experimenters。效果：Jev advises, code controls 查看提示词 →
Computer use ✦ 62 · outline Voice → browser intent 适用：Accessibility / demos。效果：Map speech to bounded actions 查看提示词 →
Extraction ✦ 66 · outline Date parts then code resolve 适用：Back-office。效果：Arithmetic stays in code 查看提示词 →
Extraction ✦ 63 · outline Knowledge-graph entity align 适用：Data / catalog teams。效果：Closed action set, no free threshold hunt 查看提示词 →
Extraction ✦ 64 · outline Markdown structure recovery 适用：Ingestion。效果：Recover structure without full regen 查看提示词 →
Extraction ✦ 65 · outline SDE mini→verify cascade 适用：Extraction pipelines。效果：Cost/quality tradeoff (cookbook-reported) 查看提示词 →
Guardrails ✦ 82 · outline “Done” claim verification 适用：Coding agents。效果：Stop false completion 查看提示词 →
Guardrails ✦ 83 · outline Irreversible action gate 适用：Agent harness。效果：Fewer irreversible mistakes 查看提示词 →
Guardrails ✦ 85 · outline Jailbreak / injection input screen 适用：LLM app owners。效果：Fail closed on high hazard 查看提示词 →
Guardrails ✦ 84 · outline LLM output policy check 适用：Trust & safety。效果：Catch policy breaks before user sees 查看提示词 →
Guardrails ✦ 78 · outline MCP / tool semantic firewall 适用：MCP client authors。效果：Multi-hazard beats one vague question (author-reported) 查看提示词 →
Guardrails ✦ 56 · outline Moderation with uncertain outcome 适用：Trust & safety。效果：Self-consistency pattern 查看提示词 →
Guardrails ✦ 79 · outline Secret / PII exfil gate 适用：Security-minded harness。效果：Catch data leaving machine 查看提示词 →
Guardrails ✦ 80 · outline Slop / low-quality patch detect 适用：Code review bots。效果：Name the pattern back to agent 查看提示词 →
Media ✦ 60 · outline Caption sponsor skip 适用：Media tooling。效果：Author-reported demo vs SponsorBlock sample 查看提示词 →
Media ✦ 61 · outline Page clutter hide rules 适用：Browser extension users。效果：Cleaner reading (Unclutter) 查看提示词 →
Ops ✦ 58 · outline First-visit page comprehension 适用：SaaS marketers。效果：Deterministic fetch + Jev judgments 查看提示词 →
Patterns ✦ 55 · outline Composite weighted Score 适用：Product scoring。效果：Tunable product score without re-prompt 查看提示词 →
Patterns ✦ 53 · outline ML features from Jev questions 适用：ML eng。效果：Semantic features + Autoresearch loop 查看提示词 →
Patterns ✦ 54 · outline Noul band → human review 适用：Risk workflows。效果：Calibrated review queue 查看提示词 →
Realtime ✦ 52 · outline Game/sim action per tick 适用：Interactive demos。效果：Real-time advise loop; safety in code 查看提示词 →
Realtime ✦ 51 · outline Trading desk dry-run decision 适用：Quant experiments。效果：Decision without auto-order unless key set 查看提示词 →
Retrieval ✦ 71 · outline BM25 shortlist then Jev rerank 适用：Search eng。效果：Cookbook-reported top-1/top-10 lifts on CLERC 查看提示词 →
Retrieval ✦ 67 · outline Document batch classify 适用：Ops / compliance。效果：Scale labeling; keep distributions 查看提示词 →
Retrieval ✦ 68 · outline Hierarchical classification beam 适用：Taxonomy owners。效果：Deep trees without 255-option blowup 查看提示词 →
Retrieval ✦ 70 · outline Line-by-line semantic find 适用：Docs search。效果：Avoid least-bad passage when answer absent 查看提示词 →
Retrieval ✦ 69 · outline NL predicates after SQL 适用：Data apps。效果：Semantic filter without LLM SQL gen 查看提示词 →
Routing ✦ 87 · outline Agent / Codex model router 适用：Agent harness authors。效果：Cheaper default path 查看提示词 →
Routing ✦ 89 · outline Always include `other` / exception route 适用：Support & classifiers。效果：Avoid forced mislabels 查看提示词 →
Routing ✦ 91 · outline Confidence-gated action 适用：Any high-stakes workflow。效果：Act only when sure enough 查看提示词 →
Routing ✦ 86 · outline Edge HTTP intent router 适用：Edge/API authors。效果：Low-latency edge classify 查看提示词 →
Routing ✦ 92 · outline Intent routing (handler split) 适用：Platform eng。效果：Right handler without full LLM every time 查看提示词 →
Routing ✦ 88 · outline Priority Score separate from category 适用：Support ops。效果：Urgent wrong-queue still escalates 查看提示词 →
Routing ✦ 90 · outline Speculative fan-out questions 适用：API designers。效果：More signal per round-trip (cookbook latency/cost claims = c 查看提示词 →